Oliver Schulte's Page On Sports Analytics Sports Analytics: Software and Datasets

Markov Game Model for the National Hockey League

Citing the dataset. If you use the dataset or the model, please cite the following paper (BibTex).
Routley, K. & Schulte, O.
A Markov Game Model for Valuing Player Actions in Ice Hockey
Uncertainty in Artificial Intelligence (UAI), pp.782-791.

Premier League Football Dataset

Box Scores from the 2011-2012 season in Excel format. You can get these in properly normalized SQL format from the relational learning database repository.